The ideas of Formal Concept Analysis may be of use to you. 

There is at least one paper on the general area
"Understanding social networks using Formal Concept Analysis" 
Vaclav Snasel Zdenek Horak and  Ajith Abraham 

http://www.softcomputing.net/wi08.pdf